视频理解论文趋势 2023–2026
视频识别与理解
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 2,261 篇被归入该主题的论文。
主要结论
- 视频理解论文从 2023 年的 319 篇增长到 2026 年的 832 篇，三年间扩大到约 2.6 倍。
- CVPR 是发视频理解论文最多的会议，2023–2026 年共 1,037 篇，占四个会议总量的 46%。
- 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 116 篇。
- 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的图像生成是 2.2 倍，视频理解是 2.6 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 47 | 44 | 34 | 194 | 319 |
| 2024 | 113 | 47 | 67 | 204 | 431 |
| 2025 | 222 | 95 | 64 | 298 | 679 |
| 2026 | 229 | 148 | 114 | 341 | 832 |
代表论文
按年份和会议均匀挑选，方便快速看到每一届的样貌
- NeurIPS 2026Articulation in Prime: Primitive-Based Articulated Object Understanding from a Single Casual Video
- ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
- ICLR 2026Action-Guided Attention for Video Action Anticipation
- CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
- NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
- ICML 2025$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation
- ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
- CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
- NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
- ICML 2024Enhancing Sufficient Dimension Reduction via Hellinger Correlation
- ICLR 2024Don't Judge by the Look: Towards Motion Coherent Video Representation
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
- ICML 2023Dissecting the Effects of SGD Noise in Distinct Regimes of Deep Learning
- ICLR 2023A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity
- CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
- NeurIPS 2026AsymHP: Load-Balanced Sparse Attention for Video Diffusion Transformers
- ICML 2026AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
- ICLR 2026Emotions Where Art Thou: Understanding and Characterizing the Emotional Latent Space of Large Language Models
- CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression
全部视频理解论文
共 298 篇，第 5 / 6 页
- CVPR 2025Q-Bench-Video: Benchmark the Video Quality Understanding of LMMs
- CVPR 2025Re-thinking Temporal Search for Long-Form Video Understanding
- CVPR 2025Reanimating Images using Neural Representations of Dynamic Stimuli
- CVPR 2025Recovering Dynamic 3D Sketches from Videos
- CVPR 2025Repurposing Pre-trained Video Diffusion Models for Event-based Video Interpolation
- CVPR 2025ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams
- CVPR 2025Rethinking Noisy Video-Text Retrieval via Relation-aware Alignment
- CVPR 2025ReWind: Understanding Long Videos with Instructed Learnable Memory
- CVPR 2025RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement
- CVPR 2025RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression
- CVPR 2025RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives
- CVPR 2025RoboSpatial: Teaching Spatial Understanding to 2D and 3D Vision-Language Models for Robotics
- CVPR 2025RoomTour3D: Geometry-Aware Video-Instruction Tuning for Embodied Navigation
- CVPR 2025SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis
- CVPR 2025SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost
- CVPR 2025SAMWISE: Infusing Wisdom in SAM2 for Text-Driven Video Segmentation
- CVPR 2025SAR3D: Autoregressive 3D Object Generation and Understanding via Multi-scale 3D VQVAE
- CVPR 2025SEAL: Semantic Attention Learning for Long Video Representation
- CVPR 2025SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
- CVPR 2025Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution
- CVPR 2025Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining
- CVPR 2025Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding
- CVPR 2025SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding
- CVPR 2025SF2T: Self-supervised Fragment Finetuning of Video-LLMs for Fine-Grained Understanding
- CVPR 2025SketchVideo: Sketch-based Video Generation and Editing
- CVPR 2025SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding
- CVPR 2025SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning
- CVPR 2025SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device
- CVPR 2025SocialGesture: Delving into Multi-person Gesture Understanding
- CVPR 2025Spatiotemporal Skip Guidance for Enhanced Video Diffusion Sampling
- CVPR 2025SplineGS: Robust Motion-Adaptive Spline for Real-Time Dynamic 3D Gaussians from Monocular Video
- CVPR 2025StarGen: A Spatiotemporal Autoregression Framework with Video Diffusion Model for Scalable and Controllable Scene Generation
- CVPR 2025STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training
- CVPR 2025STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding
- CVPR 2025StreetCrafter: Street View Synthesis with Controllable Video Diffusion Models
- CVPR 2025StyleMaster: Stylize Your Video with Artistic Generation and Translation
- CVPR 2025SVDC: Consistent Direct Time-of-Flight Video Depth Completion with Frequency Selective Fusion
- CVPR 2025SVFR: A Unified Framework for Generalized Video Face Restoration
- CVPR 2025SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation
- CVPR 2025SyncVP: Joint Diffusion for Synchronous Multi-Modal Video Prediction
- CVPR 2025Taming Video Diffusion Prior with Scene-Grounding Guidance for 3D Gaussian Splatting from Sparse Inputs
- CVPR 2025Temporal Alignment-Free Video Matching for Few-shot Action Recognition
- CVPR 2025Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts
- CVPR 2025The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
- CVPR 2025Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model
- CVPR 2025TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear Motion
- CVPR 2025Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated Content
- CVPR 2025Towards Practical Real-Time Neural Video Compression
- CVPR 2025Towards Precise Scaling Laws for Video Diffusion Transformers
- CVPR 2025Towards Understanding How Knowledge Evolves in Large Vision-Language Models
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查视频理解在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "video-understanding"}
常见问题
- 2023–2026 年四大会议一共有多少篇视频理解论文？
- 共 2,261 篇，按年份分别是 2023 年 319 篇、2024 年 431 篇、2025 年 679 篇、2026 年 832 篇。
- NeurIPS 2026 有多少篇视频理解论文？
- NeurIPS 2026 有 229 篇视频理解论文，上一届是 222 篇。
- ICLR 2026 有多少篇视频理解论文？
- ICLR 2026 有 148 篇视频理解论文，上一届是 95 篇。
- ICML 2026 有多少篇视频理解论文？
- ICML 2026 有 114 篇视频理解论文，上一届是 64 篇。
- CVPR 2026 有多少篇视频理解论文？
- CVPR 2026 有 341 篇视频理解论文，上一届是 298 篇。
- 哪个会议的视频理解论文最多？
- CVPR，2023–2026 年共 1,037 篇。